TheOtherDave comments on After critical event W happens, they still won't believe you - Less Wrong
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If I am confident that a human is capable of building human-level intelligence, my confidence that a human-level intelligence cannot build a slightly-higher-than-human intelligence, given sufficient trials, becomes pretty low. Ditto my confidence that a slightly-higher-than-human intelligence cannot build a slightly-smarter-than-that intelligence, and so forth.
But, sure, it's far from zero. As you say, it's not a guarantee.